{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f0230829-d758-49ff-8aa8-e8b876fd3a69",
   "metadata": {},
   "source": [
    "# Anomaly, changepoint, and segment detection with sktime and skchange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7886f4f4-1aed-4dcf-8e41-4b5b0d3b58be",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pathlib\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc177235",
   "metadata": {},
   "source": [
    "## Overview of the Detection Module (\"annotation\")\n",
    "\n",
    "<img src=\"img/annotation_tree.png\" width=\"800\">\n",
    "\n",
    "**Outlier Detection**\n",
    "\n",
    "1. Removing unrealistic data points.\n",
    "1. Finding points or areas of interest.\n",
    "\n",
    "**Change Point Detection**\n",
    "\n",
    "1. Detecting detecting significant changes in how your data is generated.\n",
    "\n",
    "**Segmentation**\n",
    "\n",
    "1. Finding sequences of anomalous points.\n",
    "2. Finding common patterns or motifs in your dataset.\n",
    "\n",
    "## Types of Outliers\n",
    "\n",
    "1. Point outliers: Individual data point that are unusual compared to the whole timeseries (global) or neighbouring points (local).\n",
    "1. Subsequence outliers: Sequence of individual points that are unusual when compared to others.\n",
    "1. Finding anomalous timeseries."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a252bc47-520a-48c1-b3f3-49acdc649a8a",
   "metadata": {},
   "source": [
    "## Detecting Point Outliers\n",
    "\n",
    "A data point is a point outlier if it is extremely high or extremely low compared to the rest of the timeseries. We will train a model to detect point outliers on the Yahoo dataset.\n",
    "\n",
    "The Yahoo timeseries contains synthetic labelled anomalies. In reality, outlier detection is usually an unsupervised learning task so the labels are not usually provided."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c9825ef4-4be4-4a94-9946-3d42ad3d828e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-46.394356</td>\n",
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      "text/plain": [
       "         data  label\n",
       "0  -46.394356      0\n",
       "1  311.346234      0\n",
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       "3  603.441983      0\n",
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_root = pathlib.Path(\"../sktime/datasets/data/\")\n",
    "df = pd.read_csv(data_root / \"yahoo/yahoo.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa18dea4-2aa3-4afa-907a-44b3c2f1974d",
   "metadata": {},
   "source": [
    "Plot the timeseries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "52b7a97d-6d12-407f-ae81-3461db82e4dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "\n",
    "mask = df[\"label\"] == 1.0\n",
    "ax.scatter(\n",
    "    df.loc[mask].index, df.loc[mask, \"data\"], label=\"Anomalous\", color=\"tab:orange\"\n",
    ")\n",
    "\n",
    "ax.legend()\n",
    "ax.set_ylabel(\"Traffic\")\n",
    "ax.set_xlabel(\"Time\")\n",
    "fig.savefig(\"outlier_example.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "542a8bf1-7821-40c9-815d-94b23cc8689b",
   "metadata": {},
   "source": [
    "Sktime provides several agorithms for anomaly detection. STRAY is one such algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "30bef514-ada3-41a6-b0a8-f7ead8322ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "       ...  \n",
       "995    False\n",
       "996    False\n",
       "997    False\n",
       "998    False\n",
       "999    False\n",
       "Name: data, Length: 1000, dtype: bool"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.detection.stray import STRAY\n",
    "\n",
    "model = STRAY()\n",
    "model.fit(df[\"data\"])\n",
    "y_hat = model.transform(df[\"data\"])  # True if anomalous, false otherwise\n",
    "y_hat"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b68ceee0-3250-4bb5-950e-785bf862a779",
   "metadata": {},
   "source": [
    "Use `sum` to find the number of anomalies that have been detected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "88da4173-47bb-4397-9de2-1d46aaf81c8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_hat.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9967f120-8502-4c81-a8c9-2fbf70619d9b",
   "metadata": {},
   "source": [
    "Plot the predicted anomalies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c58b14be-3512-42b2-9d10-42428041c9ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Predicted Anomalies')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n",
    "\n",
    "# Plot the actual anomalies in the first figure\n",
    "mask = df[\"label\"] == 1.0\n",
    "ax[0].plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax[0].scatter(\n",
    "    df.loc[mask].index,\n",
    "    df.loc[mask, \"data\"],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"Actual Anomalies\")\n",
    "\n",
    "# Plot the predicted anomalies in the second figure\n",
    "ax[1].plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax[1].scatter(\n",
    "    df.loc[y_hat].index,\n",
    "    df.loc[y_hat, \"data\"],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[1].legend()\n",
    "ax[1].set_title(\"Predicted Anomalies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09a9e87d-e355-4cea-962d-8b8c1ff979c0",
   "metadata": {},
   "source": [
    "STRAY is a modified version of the KNN algorithm. It cannot handle the trend in the timeseries so only the maximum and minimum values are flagged as anomalous.\n",
    "\n",
    "Sktime provides methods for removing trend that can be used with STRAY."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fd06cc4f-0d70-45e8-8037-0c3ce2d34123",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Actual Anomalies')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sktime.transformations.series.detrend import Detrender\n",
    "\n",
    "X_detrended = Detrender().fit_transform(df[\"data\"])\n",
    "\n",
    "model = STRAY()\n",
    "model.fit(X_detrended)\n",
    "y_hat = model.transform(X_detrended)\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n",
    "ax[1].plot(X_detrended, label=\"Not Anomalous\")\n",
    "ax[1].scatter(\n",
    "    X_detrended.loc[y_hat].index,\n",
    "    X_detrended.loc[y_hat],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[1].legend()\n",
    "ax[1].set_title(\"Predicted Anomalies\")\n",
    "\n",
    "ax[0].plot(X_detrended, label=\"Not Anomalous\")\n",
    "ax[0].scatter(\n",
    "    X_detrended.loc[df[\"label\"] == 1.0].index,\n",
    "    X_detrended.loc[df[\"label\"] == 1.0],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"Actual Anomalies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fd041ae-0344-460d-824b-4190a5cbecfd",
   "metadata": {},
   "source": [
    "There is an even easier way to do this using the `*` operator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6ddee08c-436c-45d5-be0b-d27ff3051806",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Actual Anomalies')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pipeline = Detrender() * STRAY()\n",
    "pipeline.fit(df[\"data\"])\n",
    "y_hat = pipeline.transform(df[\"data\"])\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n",
    "ax[1].plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax[1].scatter(\n",
    "    df.loc[y_hat, \"data\"].index,\n",
    "    df.loc[y_hat, \"data\"],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[1].legend()\n",
    "ax[1].set_title(\"Predicted Anomalies\")\n",
    "\n",
    "ax[0].plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax[0].scatter(\n",
    "    df.loc[df[\"label\"] == 1.0, \"data\"].index,\n",
    "    df.loc[df[\"label\"] == 1.0, \"data\"],\n",
    "    color=\"tab:orange\",\n",
    "    label=\"Anomalous\",\n",
    ")\n",
    "ax[0].legend()\n",
    "ax[0].set_title(\"Actual Anomalies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be9e8187-2863-4396-b019-c77f38cd8b05",
   "metadata": {},
   "source": [
    "## Detecting Subsequence Outliers\n",
    "\n",
    "Subsequence outliers are groups of consecutive points whose behaviour is unusual. The `mitdb.csv` dataset is an ECG dataset and has an example of a subsequence outlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4fb738e9-e2e8-4c7a-b2ca-e72d61b87d05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>data</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.195</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.210</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.210</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.225</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.220</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    data  label\n",
       "0 -0.195      0\n",
       "1 -0.210      0\n",
       "2 -0.210      0\n",
       "3 -0.225      0\n",
       "4 -0.220      0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = pathlib.Path(data_root / \"mitdb/mitdb.csv\")\n",
    "df = pd.read_csv(path)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2c838f6-a914-42c6-8072-0df50f9a1d01",
   "metadata": {},
   "source": [
    "Plot the timeseries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b586cb7d-90e1-43d2-a794-785462aae947",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe0e4f81c30>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n",
    "ax.plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax.plot(df.loc[df[\"label\"] == 1.0, \"data\"], label=\"Anomalous\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd29b59c-2364-4512-b238-73d9f3512ae9",
   "metadata": {},
   "source": [
    "We can use Capa from Skchange to predict the anomalous subsequence. https://github.com/NorskRegnesentral/skchange.\n",
    "\n",
    "Skchange is a package that is 2nd party supported by Sktime."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4249c512-6285-4a5a-bce3-1e13c771faee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [7084, 7425]\n",
       "Name: anomaly_interval, dtype: interval"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.detection.skchange_aseg import CAPA\n",
    "\n",
    "model = CAPA(max_segment_length=350)\n",
    "model.fit(df[\"data\"])\n",
    "anomaly_intervals = model.predict(df[\"data\"])\n",
    "anomaly_intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9dbdfa3d-9fa3-4f5f-b9b5-a4a8d84fe12e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "left:  7084\n",
      "right:  7425\n"
     ]
    }
   ],
   "source": [
    "print(\"left: \", anomaly_intervals.ilocs[0].left)\n",
    "print(\"right: \", anomaly_intervals.ilocs[0].right)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6893cb58-5267-4fe7-b96d-37a4b46ea510",
   "metadata": {},
   "source": [
    "Capa returns the anomalous subsequences as a series of intervals.\n",
    "\n",
    "Plot the anomalous subsequence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1409870e-bdb2-4fd1-870f-7feb9f9efd9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe0e4cfeb60>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4))\n",
    "ax.plot(df[\"data\"], label=\"Not Anomalous\")\n",
    "ax.plot(df.loc[df[\"label\"] == 1.0, \"data\"], label=\"Anomalous\")\n",
    "\n",
    "for interval in anomaly_intervals.ilocs:\n",
    "    left = interval.left\n",
    "    right = interval.right\n",
    "    ax.axvspan(left, right, color=\"tab:green\", alpha=0.3, label=\"Predicted Anomalies\")\n",
    "\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58e4c47d-1850-4844-ba84-179c2c3216e6",
   "metadata": {},
   "source": [
    "## Change Point Detection\n",
    "\n",
    "Change point detection is used to find points in a timeseries where the underlying mechanism generating the data changes. \n",
    "\n",
    "The *seatbelt* dataset shows a change in the number of people who were killed or seariously injured on the road when wearing a seatbelt was made mandatory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "48bc5028-0968-410b-9420-2837d2ef5470",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>KSI</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1969-01-01</th>\n",
       "      <td>1687</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969-02-01</th>\n",
       "      <td>1508</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969-03-01</th>\n",
       "      <td>1507</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969-04-01</th>\n",
       "      <td>1385</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969-05-01</th>\n",
       "      <td>1632</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             KSI  label\n",
       "1969-01-01  1687      0\n",
       "1969-02-01  1508      0\n",
       "1969-03-01  1507      0\n",
       "1969-04-01  1385      0\n",
       "1969-05-01  1632      0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(data_root / \"seatbelts/seatbelts.csv\", index_col=0, parse_dates=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed396849-8294-4702-9c30-88db2540677c",
   "metadata": {},
   "source": [
    "Plot the seatbelt dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "51d494a4-7848-4582-9631-de863e8966f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(10, 3))\n",
    "ax.plot(df[\"KSI\"])\n",
    "\n",
    "actual_cp = datetime.datetime(1983, 2, 1)\n",
    "ax.axvline(\n",
    "    actual_cp,\n",
    "    color=\"tab:orange\",\n",
    "    linestyle=\"--\",\n",
    "    label=\"Wearing Seatbelts made Compulsory\",\n",
    ")\n",
    "ax.legend()\n",
    "ax.set_xlabel(\"Time\")\n",
    "ax.set_ylabel(\"KSI\")\n",
    "fig.savefig(\"seatbelt_example.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4581a4b8-1a96-4f65-bbaf-a9c86dc832f6",
   "metadata": {},
   "source": [
    "* It was made compulsory to wear a seatbelt in the UK on January 31st 1983.\n",
    "* It was made mandatory to install seatbelts in all new cars in 1968.\n",
    "\n",
    "Use binary segmentation to find change points where there is a drop in 1000 KSI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3af4e386-e7fa-4a03-a324-305d6d864ae6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0   1974-12-01\n",
      "1   1983-01-01\n",
      "dtype: datetime64[ns]\n"
     ]
    }
   ],
   "source": [
    "from sktime.detection.bs import BinarySegmentation\n",
    "\n",
    "model = BinarySegmentation(threshold=1000)\n",
    "predicted_change_points = model.fit_predict(df[\"KSI\"])\n",
    "print(predicted_change_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b69185c-11e4-4040-ad89-ba3c6bacd662",
   "metadata": {},
   "source": [
    "For change point detectors, `predict` returns a series containing the indexes of the change points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fcf2dbd-0afb-4d11-b238-84294e811dba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe0cf024be0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4))\n",
    "ax.plot(df[\"KSI\"])\n",
    "ax.axvline(\n",
    "    actual_cp,\n",
    "    label=\"Wearing Seatbelts Made Compulsory\",\n",
    "    color=\"tab:orange\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "\n",
    "for i, cp in enumerate(predicted_change_points.values.flatten()):\n",
    "    label = \"Predicted Change Points\" if i == 0 else None\n",
    "    ax.axvline(cp, color=\"tab:green\", linestyle=\"--\", label=label)\n",
    "\n",
    "ax.set_ylabel(\"KSI\")\n",
    "ax.set_xlabel(\"Date\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fc0ac57-7a0d-4765-b840-9b509dcceaff",
   "metadata": {},
   "source": [
    "The actual change point was identified almost exactly."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f9fbdd8-f431-46fb-867a-8621dd895691",
   "metadata": {},
   "source": [
    "## Further Reading\n",
    "\n",
    "* A Review on Outlier/Anomaly Detection in Time Series Data https://arxiv.org/pdf/2002.04236\n",
    "* A review of change point detection algorithms https://arxiv.org/abs/2003.06222\n",
    "* A discussion on the limitations of metrics for timeseries anomaly detection https://arxiv.org/pdf/2009.13807.\n",
    "\n",
    "## Data Sources\n",
    "\n",
    "* https://github.com/TheDatumOrg/TSB-UAD\n",
    "* https://github.com/alan-turing-institute/TCPD"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55fa7348",
   "metadata": {},
   "source": [
    "### Credits: notebook - anomaly, changepoint detection\n",
    "\n",
    "notebook creation: alex-jg3\n",
    "(notebook adapted from alex-jg3 notebook at ODSC 2024)\n",
    "\n",
    "detection module design: fkiraly, miraep8, alex-jg3, lovkush-a, aiwalter, duydl, katiebuc, tveten\n",
    "\n",
    "`skchange`: tveten, Norsk Regnesentral"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sktime-skpro-skbase-311",
   "language": "python",
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